Regret and hope on transformers: An analysis of transformers on regret and hope speech detection datasets

G Sidorov, F Balouchzahi, S Butt, A Gelbukh - Applied Sciences, 2023 - mdpi.com
In this paper, we analyzed the performance of different transformer models for regret and
hope speech detection on two novel datasets. For the regret detection task, we compared …

[PDF][PDF] Overview of EmoThreat: Emotions and Threat Detection in Urdu at FIRE 2022.

S Butt, M Amjad, F Balouchzahi, N Ashraf… - FIRE (Working …, 2022 - ceur-ws.org
Emotion and targeted abuse detection ie threat, are problems that have been studied in
many rich resource languages. However, when it comes to low-resource languages such as …

MIND-HOPE: Multilingual Identification of Nuanced Dimensions of HOPE

G Sidorov, F Balouchzahi, L Ramos, H Gómez-Adorno… - 2024 - researchsquare.com
Hope plays a crucial role in human psychology, yet research on its expression and detection
across languages is limited. This study addresses this gap by develo** the first multiclass …

[PDF][PDF] Advantages of XLM-R Model for Urdu Sentiment Multi-Classification.

M Guo, Z Han, L Kong, Z Zhang, Z Li, H Chen… - FIRE (Working Notes …, 2022 - ceur-ws.org
Abstract Sentiment Multi-Classification detection has gained much attention in recent years.
The multi-label sentiment detection task refers to additional comments based on social …

[PDF][PDF] Applying TF-IDF and BERT-based Variants under Multilabel Classification for Emotion Detection in Urdu Language.

S Kalra, S Goel, K Maheshwari, Y Sharma… - FIRE (Working …, 2022 - ceur-ws.org
Nowadays, the use of emojis is very common to show our emotions with just a single image
instead of long sentences describing our emotions. Each emoji describes a particular …

[PDF][PDF] Emotions & Threat Detection in Urdu using Transformer Based Models

AB Bhaumik, M Das - language, 2022 - ceur-ws.org
Social media platforms have connected billions of people and helped them share their views
on these platforms. However, the problem arises when malicious users abuse, show anger …

[PDF][PDF] Exploring Language Independent Linguistic Features and Transformers in a Multi-label Emotion Detection Challenge in Urdu using Nastalīq Script.

JA García-Díaz, M Valencia-García… - FIRE (Working …, 2022 - ceur-ws.org
Abstract Emotion Analysis is a Natural Language Processing task whose objective is to
obtain fine-grained emotions from a text. The understanding of emotions in written …

[PDF][PDF] Notebook for Emotions & Threat Detection in Urdu@ FIRE 2022.

B Wang, H Ning - FIRE (Working Notes), 2022 - ceur-ws.org
With social media becoming an important medium for spreading information in people's
daily lives, the detection of threatening speech has become increasingly necessary …

[PDF][PDF] Leveraging BERT, MWE, and ML Models to Detect Emotions and Threats in Urdu

B Diot-Parvaz-Ahmad, P Magistry, I Wang, D Nouvel - 2022 - ceur-ws.org
Our participation in the EmoThreat 2022 challenge relied on 3 distinct methods. We used
algorithms based on BERT, a traditional statistic method and unsupervised Multi Word …